{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3789b44",
   "metadata": {},
   "outputs": [],
   "source": [
    "#generating vocab from text file\n",
    "import io\n",
    "\n",
    "\n",
    "# https://pytorch.org/text/stable/vocab.html\n",
    "# https://pytorch.org/text/stable/vocab.html#torchtext.vocab.Vocab\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "9bdbde7d",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5129834e",
   "metadata": {},
   "source": [
    "# 迭代器方式统计多少个词汇"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "501a38f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66264\n"
     ]
    }
   ],
   "source": [
    "\n",
    "file_path = r\"C:\\Users\\caofei\\Desktop\\fast_task-job19-log.log\"\n",
    "# with io.open(file_path, encoding = 'utf-8') as f:\n",
    "def yield_tokens(file_path):\n",
    "    with io.open(file_path, encoding = 'utf-8') as f:\n",
    "        for line in f:\n",
    "            yield line.strip().split()\n",
    "\n",
    "\n",
    "s=set()\n",
    "w = yield_tokens(file_path)\n",
    "for x in w:\n",
    "    for y in x:\n",
    "        s.add(y)\n",
    "    \n",
    "print(len(s))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e40ba98b",
   "metadata": {},
   "source": [
    "# 构建词汇表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b1a74464",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构建词汇表\n",
    "'''\n",
    "常见特殊标记及其用途\n",
    "<PAD>：用于填充序列，让所有序列长度一致，这在批量处理时非常必要。\n",
    "<UNK>：表示未知词汇，当遇到词汇表中未包含的词汇时，就用这个标记来替代。\n",
    "<SOS>：表示句子的开始，在序列生成任务（如机器翻译、文本生成）里很有用。\n",
    "<EOS>：表示句子的结束，同样在序列生成任务中发挥重要作用。\n",
    "\n",
    "'''\n",
    "from torchtext.vocab import build_vocab_from_iterator\n",
    "def yield_tokens(file_path):\n",
    "    with io.open(file_path, encoding = 'utf-8') as f:\n",
    "        for line in f:\n",
    "            yield line.strip().split()\n",
    "vocab = build_vocab_from_iterator(yield_tokens(file_path), specials=[\"<unk>\"],min_freq=1) # specials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e9940cae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66265"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1d181fe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 0, 0, 0, 3, 0, 28, 16]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab.set_default_index(vocab[\"<unk>\"]) # 未出现的单词全部标记 <unk>\n",
    "# vocab.set_default_index(-1)\n",
    "test_text = [\"hello\", \"is\", \"unknown_word\",\"a\",\"INFO\",\"end\",\"2025-04-19\",\"自动审核预录单--没有邮件要处理\"]\n",
    "tokens = test_text\n",
    "indices = vocab(tokens)\n",
    "indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f9dc817c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<unk>'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'|'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'-'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'INFO'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'0'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'_'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'fast_task'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'tasks.fast_task:job19:147'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'tasks.fast_task:job19:144'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'-----------start'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'15:37:16.443'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 0-10对应的单词\n",
    "for x in range(10):\n",
    "    display(vocab.get_itos()[x])\n",
    "vocab.get_itos()[1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "108854f6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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